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Video Understanding research benchmarks – Page 11 · SOTA2 Research

Video Understanding

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LONGVIDEOBENCH TEXT-ONLY

77.17Accuracy

3

Apr 13, 2026

LONGVIDEOBENCH IMAGE-ONLY

71.56Accuracy

3

Apr 13, 2026

Video-MME medium

59.9Accuracy

3

Feb 26, 2026

60.7Accuracy

3

Feb 26, 2026

46.8Accuracy

3

Feb 26, 2026

MMBench-Video v1 (test)

1.79MMB Score (v)

3

Feb 26, 2026

Five general video-understanding benchmarks

75.7General Score

2

Jun 2, 2026

LLaVA-NeXT-Video

62.7Overall Score

2

Mar 31, 2026

53Overall Score

2

Mar 24, 2026

MVBench 8f (holdout)

Gemma MVBench 8f holdout

1.407Gain

1

May 6, 2026

VideoMME 8f (holdout)

Gemma VideoMME 8f holdout

1.113Gain

1

May 6, 2026

-0.178Pearson Correlation Coefficient (r)

1

Feb 26, 2026

VideoMME, LongVideoBench, and MLVU (test)

—

—Average Score

0

Feb 26, 2026

MovieChat-1K Global mode (test)

—

—Accuracy

0

Feb 26, 2026

Page 11 of 11

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Video-MME VideoMME MLVU MVBench LongVideoBench

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